ロバスト性向上

Rearchitecting Classification Frameworks For Increased Robustness

Authors: Varun Chandrasekaran, Brian Tang, Nicolas Papernot, Kassem Fawaz, Somesh Jha, Xi Wu | Published: 2019-05-26 | Updated: 2019-12-03
ロバスト性向上
一般化性能
敵対的サンプル

Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks

Authors: Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann | Published: 2019-02-01 | Updated: 2019-03-09
ロバスト性向上
敵対的攻撃
深層学習技術

Robustness Certificates Against Adversarial Examples for ReLU Networks

Authors: Sahil Singla, Soheil Feizi | Published: 2019-02-01 | Updated: 2019-02-05
ロバスト性向上
敵対的サンプル
敵対的攻撃

Natural and Adversarial Error Detection using Invariance to Image Transformations

Authors: Yuval Bahat, Michal Irani, Gregory Shakhnarovich | Published: 2019-02-01
データキュレーション
モデルの頑健性保証
ロバスト性向上

Training Artificial Neural Networks by Generalized Likelihood Ratio Method: Exploring Brain-like Learning to Improve Robustness

Authors: Li Xiao, Yijie Peng, Jeff Hong, Zewu Ke, Shuhuai Yang | Published: 2019-01-31 | Updated: 2019-07-11
ロバスト性向上
損失項
最適化問題

Adversarial Machine Learning And Speech Emotion Recognition: Utilizing Generative Adversarial Networks For Robustness

Authors: Siddique Latif, Rajib Rana, Junaid Qadir | Published: 2018-11-28 | Updated: 2018-12-30
モデルの頑健性保証
ロバスト性向上
防御手法

Robust Classification of Financial Risk

Authors: Suproteem K. Sarkar, Kojin Oshiba, Daniel Giebisch, Yaron Singer | Published: 2018-11-27
モデル性能評価
ロバスト性向上
敵対的学習

Compressible and Learnable Encryption for Untrusted Cloud Environments

Authors: Hitoshi Kiya | Published: 2018-11-26
ITセキュリティの課題
ロバスト性向上
暗号プロトコル

Lightweight Lipschitz Margin Training for Certified Defense against Adversarial Examples

Authors: Hajime Ono, Tsubasa Takahashi, Kazuya Kakizaki | Published: 2018-11-20
ロバスト性向上
敵対的学習
防御手法

Adversarial Examples from Cryptographic Pseudo-Random Generators

Authors: Sébastien Bubeck, Yin Tat Lee, Eric Price, Ilya Razenshteyn | Published: 2018-11-15
ロバスト性向上
統計的仮説検定
統計的検定